The results were posted online. Sarah refreshed the page, the loading icon mocking her. She had spent hours perfecting her final project, sacrificing sleep, social life, everything. Finally, the page loaded, the grade a stark, undeniable ‘B-’. A wave of disappointment washed over her, followed by something akin to fury. She grabbed her phone, her thumb hovering over the number of her best friend. The message she typed was curt, clipped, filled with frustration. She deleted the draft, and then composed an email to the professor, the words sharp, demanding, and almost disrespectful. She deleted that too, the frustration churning in her gut. She needed to understand. Right away.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264